To further understand the difference between motion, attention, and both motion and attention, we visualized where the model is focusing using Grad-CAM [1]} heatmaps. Figure REF  shows the resulting heatmaps extracted from the second layer of a 2D-ResNet18 backbone. The blue/green values show where each model focuses. We also include the predicted and ground truth class.
